How AI detectors work, and what their scores cannot tell you
Separate classifier scores, statistical watermarks, and exact Unicode findings. Understand false positives and use a fair, evidence-led review process.
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Better drafts.
Clearer thinking.
Practical notes on writing with AI, keeping your voice, and knowing what a text inspection can actually tell you.
From the notebook
3 articles · Written for the working draft
A practical AI writing workflow: brief, draft, verify
Use AI for a useful first draft without handing over the facts, structure, or final editorial decision. A repeatable workflow with a worked example.
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How to humanize a draft in your own voice
Turn a vague request to sound human into a concrete editing brief. Preserve meaning, identify your voice, and review the changes with a worked example.
Read the articlePut it into practice
Start with your own words.
Reveal exact hidden characters and review English editorial cues in the free inspector.